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⚡ Bolt: [performance improvement] - #163

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bolt-optimize-mlp-forward-3797708357954099575
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⚡ Bolt: [performance improvement]#163
teerthsharma wants to merge 1 commit into
masterfrom
bolt-optimize-mlp-forward-3797708357954099575

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@teerthsharma

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💡 What: Optimized MLP::forward by extracting the first layer and passing the input directly as a reference, avoiding an initial clone of the input tensor.
🎯 Why: The original code unconditionally cloned the input tensor to seed a loop variable, triggering a redundant heap allocation for the tensor's metadata (shape and strides) and an unnecessary Rc increment.
📊 Impact: Reduces memory allocation overhead and Rc refcount operations during the forward pass of Multi-Layer Perceptrons.
🔬 Measurement: Verified by running the core test suite.


PR created automatically by Jules for task 3797708357954099575 started by @teerthsharma

Co-authored-by: teerthsharma <78080953+teerthsharma@users.noreply.github.com>
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